{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "21f9c745-a783-4492-b13e-b50d8c737baa",
   "metadata": {},
   "source": [
    "1.1INCEPTION"
   ]
  },
  {
   "attachments": {
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"
    }
   },
   "cell_type": "markdown",
   "id": "4445aa56-1949-40b1-be1f-8315bb1b6706",
   "metadata": {},
   "source": [
    "![image.png](attachment:1fa2fac8-d2ff-4ab4-b090-f4d76d0693ea.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b82e0d29-d98a-4882-8d69-350603a59c56",
   "metadata": {},
   "source": [
    "Inception块⾥有4条并⾏的线路.前三条分别使用窗口大小为1×1,3×3,5×5的卷积层来抽取不同空间尺寸下的信息.其中中间两个线路会对输入先做一个1×1卷积来减少输入通道数,以减低模型的复杂度.第四条线路则使用3×3最大池化层,后接1×1卷积层来改变通道数.4条线路都使用了合适的填充来使输入与输出的高和宽一致.最后将每条线路的输出在通道维上连结,并输入接下来的层中去."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a58d6c30-5584-4ea2-a7cb-f16a49e20f81",
   "metadata": {},
   "source": [
    "Inception块中可以⾃定义的超参数是每个层的输出通道数，我们以此来控制模型复杂度。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "fa63761f-e18c-4b23-b836-f03915d9bed8",
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import time\n",
    "from torch import nn, optim\n",
    "import torch.nn.functional as F\n",
    "\n",
    "import sys\n",
    "sys.path.append('..')\n",
    "import d2lzh_pytorch as d2l\n",
    "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n",
    "\n",
    "class Inception(nn.Module):\n",
    "    # c1 - c4为每条线路里的层的输出通道数\n",
    "    def __init__(self, in_c, c1, c2, c3, c4):\n",
    "        super(Inception, self).__init__()\n",
    "        # 线路1，单1 x 1卷积层\n",
    "        self.p1_1 = nn.Conv2d(in_c, c1, kernel_size=1)\n",
    "        # 线路2，1 x 1卷积层后接3 x 3卷积层\n",
    "        self.p2_1 = nn.Conv2d(in_c, c2[0], kernel_size=1)\n",
    "        self.p2_2 = nn.Conv2d(c2[0], c2[1], kernel_size=3, padding=1)\n",
    "        # 线路3，1 x 1卷积层后接5 x 5卷积层\n",
    "        self.p3_1 = nn.Conv2d(in_c, c3[0], kernel_size=1)\n",
    "        self.p3_2 = nn.Conv2d(c3[0], c3[1], kernel_size=5, padding=2)\n",
    "        # 线路4，3 x 3最大池化层后接1 x 1卷积层\n",
    "        self.p4_1 = nn.MaxPool2d(kernel_size=3, stride=1, padding=1)\n",
    "        self.p4_2 = nn.Conv2d(in_c, c4, kernel_size=1)\n",
    "    \n",
    "    def forward(self, x):\n",
    "        p1 = F.relu(self.p1_1(x))\n",
    "        p2 = F.relu(self.p2_2(F.relu(self.p2_1(x))))\n",
    "        p3 = F.relu(self.p3_2(F.relu(self.p3_1(x))))\n",
    "        p4 = F.relu(self.p4_2(self.p4_1(x)))\n",
    "        return torch.cat((p1, p2, p3, p4), dim=1)   #在通道维上连结输出"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1fc7804b",
   "metadata": {},
   "source": [
    "1.2GOOGLENET模型"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "18d7295a",
   "metadata": {},
   "source": [
    "GoogLeNET跟VGG一样,在主体卷积部分使用5个模块(block),每个模块之间使用步幅为2的3×3最大池化来减小输出高宽.第一模块使用一个64通道的7×7卷积层."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "83c55f58",
   "metadata": {},
   "outputs": [],
   "source": [
    "b1 = nn.Sequential(nn.Conv2d(1, 64, kernel_size=7, stride=2, padding=3),\n",
    "                     nn.ReLU(),\n",
    "                     nn.MaxPool2d(kernel_size=3, stride=2, padding=1))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0997b38f-eb9f-41eb-a256-324fd98e1982",
   "metadata": {},
   "source": [
    "第⼆模块使⽤2个卷积层：⾸先是64通道的 卷积层，然后是将通道增⼤3倍的 卷积层。它对\n",
    "应Inception块中的第⼆条线路。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "fa191a80",
   "metadata": {},
   "outputs": [],
   "source": [
    "b2 = nn.Sequential(nn.Conv2d(64, 64, kernel_size=1),\n",
    "                     nn.Conv2d(64, 192, kernel_size=3, padding=1),\n",
    "                     nn.MaxPool2d(kernel_size=3, stride=2, padding=1))"
   ]
  },
  {
   "attachments": {
    "113417b2-36c5-46bd-bf0c-c998adde3940.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "ab93a662-47fc-45de-bc3b-94c3344dedcc",
   "metadata": {},
   "source": [
    "![image.png](attachment:113417b2-36c5-46bd-bf0c-c998adde3940.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "9aa14df1-3593-4d57-97be-5f556da47e0a",
   "metadata": {},
   "outputs": [],
   "source": [
    "b3 = nn.Sequential(Inception(192, 64, (96, 128), (16, 32), 32),\n",
    "        Inception(256, 128, (128, 192), (32, 96), 64),\n",
    "        nn.MaxPool2d(kernel_size=3, stride=2, padding=1))"
   ]
  },
  {
   "attachments": {
    "f1ed595c-0a68-4516-9278-a6c6f5376cb2.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "d40c8d64-7c0a-4857-9588-381bcecb7cdf",
   "metadata": {},
   "source": [
    "![image.png](attachment:f1ed595c-0a68-4516-9278-a6c6f5376cb2.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "46af117c-1b62-40fe-bf69-a00cf350287f",
   "metadata": {},
   "outputs": [],
   "source": [
    "b4 = nn.Sequential(Inception(480, 192, (96, 208), (16, 48), 64),\n",
    "        Inception(512, 160, (112, 224), (24, 64), 64),\n",
    "        Inception(512, 128, (128, 256), (24, 64), 64),\n",
    "        Inception(512, 112, (144, 288), (32, 64), 64),\n",
    "        Inception(528, 256, (160, 320), (32, 128), 128),\n",
    "        nn.MaxPool2d(kernel_size=3, stride=2, padding=1))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "75e5db2c-a9b7-4a75-9d7a-3faf9b99d572",
   "metadata": {},
   "source": [
    "第五模块有输出通道数为 和 的两个\n",
    "Inception块。其中每条线路的通道数的分配思路和第三、第四模块中的⼀致，只是在具体数值上有所\n",
    "不同。需要注意的是，第五模块的后⾯紧跟输出层，该模块同NiN⼀样使⽤全局平均池化层来将每个通\n",
    "道的⾼和宽变成1。最后我们将输出变成⼆维数组后接上⼀个输出个数为标签类别数的全连接层。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "671cb662-de8a-4f7e-8cf9-05a975fdaf62",
   "metadata": {},
   "outputs": [],
   "source": [
    "b5 = nn.Sequential(Inception(832, 256, (160, 320), (32, 128), 128),\n",
    "    Inception(832, 384, (192, 384), (48, 128), 128),\n",
    "    d2l.GlobalAvgPool2d())\n",
    "net = nn.Sequential(b1, b2, b3, b4, b5, d2l.FlattenLayer(), nn.Linear(1024, 10))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f49c4451-c490-429b-8280-9759e304a18f",
   "metadata": {},
   "source": [
    "GoogLeNet模型的计算复杂，⽽且不如VGG那样便于修改通道数。本节⾥我们将输⼊的⾼和宽从224\n",
    "降到96来简化计算。下⾯演示各个模块之间的输出的形状变化。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "b445a88e-3993-4f01-820c-71e26bd3f013",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "output shape:  torch.Size([1, 64, 24, 24])\n",
      "output shape:  torch.Size([1, 192, 12, 12])\n",
      "output shape:  torch.Size([1, 480, 6, 6])\n",
      "output shape:  torch.Size([1, 832, 3, 3])\n",
      "output shape:  torch.Size([1, 1024, 1, 1])\n",
      "output shape:  torch.Size([1, 1024])\n",
      "output shape:  torch.Size([1, 10])\n"
     ]
    }
   ],
   "source": [
    "net = nn.Sequential(b1, b2, b3, b4, b5, d2l.FlattenLayer(), nn.Linear(1024, 10))\n",
    "X = torch.rand(1, 1, 96, 96)\n",
    "for blk in net.children(): \n",
    "    X = blk(X)\n",
    "    print('output shape: ', X.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e14542e0-9c99-489c-a51e-ef4f93b62a7e",
   "metadata": {},
   "source": [
    "1.3获取数据和训练模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "16bc3134-4bf0-43ad-a846-8d9afdfe244c",
   "metadata": {},
   "outputs": [],
   "source": [
    "batch_size = 128\n",
    "train_iter, test_iter = d2l.load_data_fashion_mnist(batch_size, resize=224)\n",
    "\n",
    "lr, num_epochs = 0.001, 5\n",
    "optimizer = torch.optim.Adam(net.parameters(), lr=lr)\n",
    "d2l.train_ch5(net, train_iter, test_iter, batch_size, optimizer, \n",
    "device, num_epochs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e1f9cbec-b662-4988-ad42-97c484b3f9dd",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:pytorch]",
   "language": "python",
   "name": "deep_learning"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.15"
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 },
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}
